heloc Profiling Report

Dataset statistics

Number of variables	24
Number of observations	9872
Missing cells	0
Missing cells (%)	0.0%
Duplicate rows	0
Duplicate rows (%)	0.0%
Total size in memory	1.9 MiB
Average record size in memory	200.0 B

Variable types

Categorical	1
Numeric	23

Alerts

`ExternalRiskEstimate` is highly overall correlated with `PercentTradesNeverDelq` and 3 other fields	High correlation
`MSinceOldestTradeOpen` is highly overall correlated with `AverageMInFile`	High correlation
`MSinceMostRecentTradeOpen` is highly overall correlated with `NumTradesOpeninLast12M`	High correlation
`AverageMInFile` is highly overall correlated with `MSinceOldestTradeOpen`	High correlation
`NumSatisfactoryTrades` is highly overall correlated with `NumTotalTrades` and 1 other fields	High correlation
`NumTrades60Ever2DerogPubRec` is highly overall correlated with `NumTrades90Ever2DerogPubRec` and 3 other fields	High correlation
`NumTrades90Ever2DerogPubRec` is highly overall correlated with `NumTrades60Ever2DerogPubRec` and 1 other fields	High correlation
`PercentTradesNeverDelq` is highly overall correlated with `ExternalRiskEstimate` and 4 other fields	High correlation
`MSinceMostRecentDelq` is highly overall correlated with `PercentTradesNeverDelq` and 2 other fields	High correlation
`MaxDelq2PublicRecLast12M` is highly overall correlated with `ExternalRiskEstimate` and 4 other fields	High correlation
`MaxDelqEver` is highly overall correlated with `ExternalRiskEstimate` and 5 other fields	High correlation
`NumTotalTrades` is highly overall correlated with `NumSatisfactoryTrades`	High correlation
`NumTradesOpeninLast12M` is highly overall correlated with `MSinceMostRecentTradeOpen`	High correlation
`NumInqLast6M` is highly overall correlated with `NumInqLast6Mexcl7days`	High correlation
`NumInqLast6Mexcl7days` is highly overall correlated with `NumInqLast6M`	High correlation
`NetFractionRevolvingBurden` is highly overall correlated with `ExternalRiskEstimate` and 2 other fields	High correlation
`NetFractionInstallBurden` is highly overall correlated with `NumInstallTradesWBalance`	High correlation
`NumRevolvingTradesWBalance` is highly overall correlated with `NumSatisfactoryTrades` and 1 other fields	High correlation
`NumInstallTradesWBalance` is highly overall correlated with `NetFractionInstallBurden`	High correlation
`NumBank2NatlTradesWHighUtilization` is highly overall correlated with `NetFractionRevolvingBurden` and 1 other fields	High correlation
`PercentTradesWBalance` is highly overall correlated with `NetFractionRevolvingBurden`	High correlation
`MSinceMostRecentTradeOpen` has 105 (1.1%) zeros	Zeros
`NumTrades60Ever2DerogPubRec` has 6802 (68.9%) zeros	Zeros
`NumTrades90Ever2DerogPubRec` has 7638 (77.4%) zeros	Zeros
`MSinceMostRecentDelq` has 102 (1.0%) zeros	Zeros
`MaxDelq2PublicRecLast12M` has 336 (3.4%) zeros	Zeros
`NumTotalTrades` has 133 (1.3%) zeros	Zeros
`NumTradesOpeninLast12M` has 2507 (25.4%) zeros	Zeros
`PercentInstallTrades` has 193 (2.0%) zeros	Zeros
`MSinceMostRecentInqexcl7days` has 4581 (46.4%) zeros	Zeros
`NumInqLast6M` has 3924 (39.7%) zeros	Zeros
`NumInqLast6Mexcl7days` has 4078 (41.3%) zeros	Zeros
`NetFractionRevolvingBurden` has 608 (6.2%) zeros	Zeros
`NumRevolvingTradesWBalance` has 304 (3.1%) zeros	Zeros
`NumBank2NatlTradesWHighUtilization` has 4307 (43.6%) zeros	Zeros

Reproduction

Analysis started	2023-02-02 17:39:01.510488
Analysis finished	2023-02-02 17:40:03.366732
Duration	1 minute and 1.86 second
Software version	ydata-profiling vv4.0.0
Download configuration	config.json

target
Categorical

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	154.2 KiB

Bad	5136
Good	4736

Length

Max length	4
Median length	3
Mean length	3.4797407
Min length	3

Characters and Unicode

Total characters	34352
Distinct characters	5
Distinct categories	2 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	Bad
2nd row	Bad
3rd row	Bad
4th row	Bad
5th row	Bad

Common Values

Value	Count	Frequency (%)
Bad	5136	52.0%
Good	4736	48.0%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
bad	5136	52.0%
good	4736	48.0%

Most occurring characters

Value	Count	Frequency (%)
d	9872	28.7%
o	9472	27.6%
B	5136	15.0%
a	5136	15.0%
G	4736	13.8%

Most occurring categories

Value	Count	Frequency (%)
Lowercase Letter	24480	71.3%
Uppercase Letter	9872	28.7%

Most frequent character per category

Lowercase Letter

Value	Count	Frequency (%)
d	9872	40.3%
o	9472	38.7%
a	5136	21.0%

Uppercase Letter

Value	Count	Frequency (%)
B	5136	52.0%
G	4736	48.0%

Most occurring scripts

Value	Count	Frequency (%)
Latin	34352	100.0%

Most frequent character per script

Latin

Value	Count	Frequency (%)
d	9872	28.7%
o	9472	27.6%
B	5136	15.0%
a	5136	15.0%
G	4736	13.8%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	34352	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
d	9872	28.7%
o	9472	27.6%
B	5136	15.0%
a	5136	15.0%
G	4736	13.8%

ExternalRiskEstimate
Real number (ℝ)

Distinct	61
Distinct (%)	0.6%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	71.962723

Minimum	-9
Maximum	94
Zeros	0
Zeros (%)	0.0%
Negative	12
Negative (%)	0.1%
Memory size	154.2 KiB

Quantile statistics

Minimum	-9
5-th percentile	56
Q1	64
median	72
Q3	80
95-th percentile	88
Maximum	94
Range	103
Interquartile range (IQR)	16

Descriptive statistics

Standard deviation	10.262339
Coefficient of variation (CV)	0.14260632
Kurtosis	3.6274377
Mean	71.962723
Median Absolute Deviation (MAD)	8
Skewness	-0.56940616
Sum	710416
Variance	105.3156
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
65	386	3.9%
66	376	3.8%
68	372	3.8%
73	369	3.7%
72	367	3.7%
70	350	3.5%
63	338	3.4%
75	331	3.4%
69	316	3.2%
80	302	3.1%
Other values (51)	6365	64.5%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
-9	12	0.1%
33	1	< 0.1%
34	1	< 0.1%
36	2	< 0.1%
37	1	< 0.1%
39	1	< 0.1%
40	2	< 0.1%
41	1	< 0.1%
42	2	< 0.1%
43	5	0.1%

Value	Count	Frequency (%)
94	1	< 0.1%
93	16	0.2%
92	34	0.3%
91	103	1.0%
90	100	1.0%
89	161	1.6%
88	201	2.0%
87	190	1.9%
86	254	2.6%
85	223	2.3%

MSinceOldestTradeOpen
Real number (ℝ)

Distinct	526
Distinct (%)	5.3%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	195.66815

Minimum	-9
Maximum	803
Zeros	0
Zeros (%)	0.0%
Negative	241
Negative (%)	2.4%
Memory size	154.2 KiB

Quantile statistics

Minimum	-9
5-th percentile	41
Q1	131
median	183
Q3	255
95-th percentile	387
Maximum	803
Range	812
Interquartile range (IQR)	124

Descriptive statistics

Standard deviation	101.97151
Coefficient of variation (CV)	0.52114514
Kurtosis	0.52797947
Mean	195.66815
Median Absolute Deviation (MAD)	60
Skewness	0.55580429
Sum	1931636
Variance	10398.188
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
-8	239	2.4%
132	67	0.7%
178	67	0.7%
176	62	0.6%
150	62	0.6%
165	61	0.6%
183	58	0.6%
158	57	0.6%
206	57	0.6%
162	57	0.6%
Other values (516)	9085	92.0%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
-9	2	< 0.1%
-8	239	2.4%
2	1	< 0.1%
4	1	< 0.1%
5	1	< 0.1%
6	3	< 0.1%
7	3	< 0.1%
8	5	0.1%
9	2	< 0.1%
10	6	0.1%

Value	Count	Frequency (%)
803	1	< 0.1%
789	1	< 0.1%
604	1	< 0.1%
603	1	< 0.1%
598	1	< 0.1%
590	1	< 0.1%
589	2	< 0.1%
586	1	< 0.1%
584	1	< 0.1%
566	1	< 0.1%

MSinceMostRecentTradeOpen
Real number (ℝ)

HIGH CORRELATION ZEROS

Distinct	112
Distinct (%)	1.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	9.5838736

Minimum	-9
Maximum	383
Zeros	105
Zeros (%)	1.1%
Negative	2
Negative (%)	< 0.1%
Memory size	154.2 KiB

Quantile statistics

Minimum	-9
5-th percentile	1
Q1	3
median	6
Q3	12
95-th percentile	29
Maximum	383
Range	392
Interquartile range (IQR)	9

Descriptive statistics

Standard deviation	12.965164
Coefficient of variation (CV)	1.3528105
Kurtosis	111.40347
Mean	9.5838736
Median Absolute Deviation (MAD)	4
Skewness	7.0862316
Sum	94612
Variance	168.09549
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
2	1161	11.8%
3	1015	10.3%
4	885	9.0%
5	754	7.6%
1	733	7.4%
6	660	6.7%
7	575	5.8%
8	463	4.7%
9	414	4.2%
10	309	3.1%
Other values (102)	2903	29.4%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
-9	2	< 0.1%
0	105	1.1%
1	733	7.4%
2	1161	11.8%
3	1015	10.3%
4	885	9.0%
5	754	7.6%
6	660	6.7%
7	575	5.8%
8	463	4.7%

Value	Count	Frequency (%)
383	1	< 0.1%
227	1	< 0.1%
207	1	< 0.1%
184	1	< 0.1%
178	1	< 0.1%
163	1	< 0.1%
159	1	< 0.1%
156	2	< 0.1%
152	1	< 0.1%
145	2	< 0.1%

AverageMInFile
Real number (ℝ)

Distinct	237
Distinct (%)	2.4%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	78.755774

Minimum	-9
Maximum	383
Zeros	0
Zeros (%)	0.0%
Negative	2
Negative (%)	< 0.1%
Memory size	154.2 KiB

Quantile statistics

Minimum	-9
5-th percentile	28
Q1	57
median	76
Q3	96.25
95-th percentile	139
Maximum	383
Range	392
Interquartile range (IQR)	39.25

Descriptive statistics

Standard deviation	34.084198
Coefficient of variation (CV)	0.43278348
Kurtosis	2.6699002
Mean	78.755774
Median Absolute Deviation (MAD)	20
Skewness	0.91727067
Sum	777477
Variance	1161.7326
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
71	154	1.6%
79	154	1.6%
74	151	1.5%
68	148	1.5%
80	147	1.5%
75	145	1.5%
84	144	1.5%
70	141	1.4%
63	141	1.4%
81	140	1.4%
Other values (227)	8407	85.2%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
-9	2	< 0.1%
4	4	< 0.1%
5	6	0.1%
6	4	< 0.1%
7	9	0.1%
8	12	0.1%
9	15	0.2%
10	12	0.1%
11	12	0.1%
12	14	0.1%

Value	Count	Frequency (%)
383	1	< 0.1%
322	1	< 0.1%
275	1	< 0.1%
273	1	< 0.1%
263	1	< 0.1%
258	1	< 0.1%
257	1	< 0.1%
256	1	< 0.1%
252	1	< 0.1%
249	1	< 0.1%

NumSatisfactoryTrades
Real number (ℝ)

Distinct	74
Distinct (%)	0.7%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	21.115883

Minimum	-9
Maximum	79
Zeros	4
Zeros (%)	< 0.1%
Negative	2
Negative (%)	< 0.1%
Memory size	154.2 KiB

Quantile statistics

Minimum	-9
5-th percentile	5
Q1	13
median	20
Q3	28
95-th percentile	42
Maximum	79
Range	88
Interquartile range (IQR)	15

Descriptive statistics

Standard deviation	11.32882
Coefficient of variation (CV)	0.53650703
Kurtosis	0.8567995
Mean	21.115883
Median Absolute Deviation (MAD)	7
Skewness	0.79814115
Sum	208456
Variance	128.34216
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
18	386	3.9%
15	384	3.9%
16	375	3.8%
22	369	3.7%
19	366	3.7%
13	364	3.7%
14	347	3.5%
21	346	3.5%
20	343	3.5%
17	337	3.4%
Other values (64)	6255	63.4%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
-9	2	< 0.1%
0	4	< 0.1%
1	49	0.5%
2	92	0.9%
3	102	1.0%
4	138	1.4%
5	154	1.6%
6	186	1.9%
7	216	2.2%
8	219	2.2%

Value	Count	Frequency (%)
79	1	< 0.1%
78	1	< 0.1%
75	1	< 0.1%
74	2	< 0.1%
70	2	< 0.1%
67	3	< 0.1%
66	2	< 0.1%
65	4	< 0.1%
64	6	0.1%
63	5	0.1%

NumTrades60Ever2DerogPubRec
Real number (ℝ)

HIGH CORRELATION ZEROS

Distinct	19
Distinct (%)	0.2%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.57931524

Minimum	-9
Maximum	19
Zeros	6802
Zeros (%)	68.9%
Negative	2
Negative (%)	< 0.1%
Memory size	154.2 KiB

Quantile statistics

Minimum	-9
5-th percentile	0
Q1	0
median	0
Q3	1
95-th percentile	3
Maximum	19
Range	28
Interquartile range (IQR)	1

Descriptive statistics

Standard deviation	1.2461224
Coefficient of variation (CV)	2.1510264
Kurtosis	28.599127
Mean	0.57931524
Median Absolute Deviation (MAD)	0
Skewness	4.0089208
Sum	5719
Variance	1.552821
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=19)

Value	Count	Frequency (%)
0	6802	68.9%
1	1802	18.3%
2	691	7.0%
3	246	2.5%
4	148	1.5%
5	73	0.7%
6	37	0.4%
7	30	0.3%
8	11	0.1%
9	8	0.1%
Other values (9)	24	0.2%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
-9	2	< 0.1%
0	6802	68.9%
1	1802	18.3%
2	691	7.0%
3	246	2.5%
4	148	1.5%
5	73	0.7%
6	37	0.4%
7	30	0.3%
8	11	0.1%

Value	Count	Frequency (%)
19	1	< 0.1%
17	1	< 0.1%
16	1	< 0.1%
14	2	< 0.1%
13	2	< 0.1%
12	3	< 0.1%
11	4	< 0.1%
10	8	0.1%
9	8	0.1%
8	11	0.1%

NumTrades90Ever2DerogPubRec
Real number (ℝ)

HIGH CORRELATION ZEROS

Distinct	17
Distinct (%)	0.2%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.38290113

Minimum	-9
Maximum	19
Zeros	7638
Zeros (%)	77.4%
Negative	2
Negative (%)	< 0.1%
Memory size	154.2 KiB

Quantile statistics

Minimum	-9
5-th percentile	0
Q1	0
median	0
Q3	0
95-th percentile	2
Maximum	19
Range	28
Interquartile range (IQR)	0

Descriptive statistics

Standard deviation	1.0021067
Coefficient of variation (CV)	2.6171421
Kurtosis	51.041258
Mean	0.38290113
Median Absolute Deviation (MAD)	0
Skewness	5.1495852
Sum	3780
Variance	1.0042178
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=17)

Value	Count	Frequency (%)
0	7638	77.4%
1	1436	14.5%
2	488	4.9%
3	129	1.3%
4	83	0.8%
5	38	0.4%
6	18	0.2%
7	16	0.2%
9	8	0.1%
10	5	0.1%
Other values (7)	13	0.1%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
-9	2	< 0.1%
0	7638	77.4%
1	1436	14.5%
2	488	4.9%
3	129	1.3%
4	83	0.8%
5	38	0.4%
6	18	0.2%
7	16	0.2%
8	3	< 0.1%

Value	Count	Frequency (%)
19	1	< 0.1%
16	2	< 0.1%
14	1	< 0.1%
12	2	< 0.1%
11	2	< 0.1%
10	5	0.1%
9	8	0.1%
8	3	< 0.1%
7	16	0.2%
6	18	0.2%

PercentTradesNeverDelq
Real number (ℝ)

Distinct	72
Distinct (%)	0.7%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	92.344003

Minimum	-9
Maximum	100
Zeros	6
Zeros (%)	0.1%
Negative	2
Negative (%)	< 0.1%
Memory size	154.2 KiB

Quantile statistics

Minimum	-9
5-th percentile	67.55
Q1	89
median	97
Q3	100
95-th percentile	100
Maximum	100
Range	109
Interquartile range (IQR)	11

Descriptive statistics

Standard deviation	11.851561
Coefficient of variation (CV)	0.12834143
Kurtosis	8.6640222
Mean	92.344003
Median Absolute Deviation (MAD)	3
Skewness	-2.4996626
Sum	911620
Variance	140.4595
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
100	4607	46.7%
96	414	4.2%
97	389	3.9%
95	379	3.8%
94	351	3.6%
93	304	3.1%
92	292	3.0%
88	244	2.5%
90	218	2.2%
89	205	2.1%
Other values (62)	2469	25.0%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
-9	2	< 0.1%
0	6	0.1%
11	1	< 0.1%
20	4	< 0.1%
22	1	< 0.1%
25	6	0.1%
27	1	< 0.1%
28	1	< 0.1%
29	4	< 0.1%
30	4	< 0.1%

Value	Count	Frequency (%)
100	4607	46.7%
99	6	0.1%
98	173	1.8%
97	389	3.9%
96	414	4.2%
95	379	3.8%
94	351	3.6%
93	304	3.1%
92	292	3.0%
91	188	1.9%

MSinceMostRecentDelq
Real number (ℝ)

HIGH CORRELATION ZEROS

Distinct	87
Distinct (%)	0.9%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	7.6985413

Minimum	-9
Maximum	83
Zeros	102
Zeros (%)	1.0%
Negative	4842
Negative (%)	49.0%
Memory size	154.2 KiB

Quantile statistics

Minimum	-9
5-th percentile	-7
Q1	-7
median	0
Q3	15
95-th percentile	56
Maximum	83
Range	92
Interquartile range (IQR)	22

Descriptive statistics

Standard deviation	20.72841
Coefficient of variation (CV)	2.6925114
Kurtosis	1.8225015
Mean	7.6985413
Median Absolute Deviation (MAD)	7
Skewness	1.5905701
Sum	76000
Variance	429.66699
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
-7	4664	47.2%
1	307	3.1%
2	293	3.0%
3	253	2.6%
4	228	2.3%
5	178	1.8%
-8	176	1.8%
6	170	1.7%
8	146	1.5%
7	140	1.4%
Other values (77)	3317	33.6%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
-9	2	< 0.1%
-8	176	1.8%
-7	4664	47.2%
0	102	1.0%
1	307	3.1%
2	293	3.0%
3	253	2.6%
4	228	2.3%
5	178	1.8%
6	170	1.7%

Value	Count	Frequency (%)
83	1	< 0.1%
82	1	< 0.1%
81	14	0.1%
80	15	0.2%
79	19	0.2%
78	16	0.2%
77	14	0.1%
76	15	0.2%
75	9	0.1%
74	12	0.1%

MaxDelq2PublicRecLast12M
Real number (ℝ)

HIGH CORRELATION ZEROS

Distinct	10
Distinct (%)	0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	5.7551661

Minimum	-9
Maximum	9
Zeros	336
Zeros (%)	3.4%
Negative	2
Negative (%)	< 0.1%
Memory size	154.2 KiB

Quantile statistics

Minimum	-9
5-th percentile	3
Q1	5
median	6
Q3	7
95-th percentile	7
Maximum	9
Range	18
Interquartile range (IQR)	2

Descriptive statistics

Standard deviation	1.657701
Coefficient of variation (CV)	0.28803703
Kurtosis	4.2567183
Mean	5.7551661
Median Absolute Deviation (MAD)	1
Skewness	-1.8726265
Sum	56815
Variance	2.7479725
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=10)

Value	Count	Frequency (%)
7	4223	42.8%
6	3127	31.7%
4	1611	16.3%
0	336	3.4%
5	236	2.4%
3	224	2.3%
1	54	0.5%
2	53	0.5%
9	6	0.1%
-9	2	< 0.1%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
-9	2	< 0.1%
0	336	3.4%
1	54	0.5%
2	53	0.5%
3	224	2.3%
4	1611	16.3%
5	236	2.4%
6	3127	31.7%
7	4223	42.8%
9	6	0.1%

Value	Count	Frequency (%)
9	6	0.1%
7	4223	42.8%
6	3127	31.7%
5	236	2.4%
4	1611	16.3%
3	224	2.3%
2	53	0.5%
1	54	0.5%
0	336	3.4%
-9	2	< 0.1%

MaxDelqEver
Real number (ℝ)

Distinct	8
Distinct (%)	0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	6.3715559

Minimum	-9
Maximum	8
Zeros	0
Zeros (%)	0.0%
Negative	2
Negative (%)	< 0.1%
Memory size	154.2 KiB

Quantile statistics

Minimum	-9
5-th percentile	2
Q1	6
median	6
Q3	8
95-th percentile	8
Maximum	8
Range	17
Interquartile range (IQR)	2

Descriptive statistics

Standard deviation	1.861944
Coefficient of variation (CV)	0.29222752
Kurtosis	0.93998359
Mean	6.3715559
Median Absolute Deviation (MAD)	2
Skewness	-1.0712135
Sum	62900
Variance	3.4668355
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=8)

Value	Count	Frequency (%)
8	4532	45.9%
6	2868	29.1%
5	967	9.8%
2	739	7.5%
4	321	3.3%
3	311	3.2%
7	132	1.3%
-9	2	< 0.1%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
-9	2	< 0.1%
2	739	7.5%
3	311	3.2%
4	321	3.3%
5	967	9.8%
6	2868	29.1%
7	132	1.3%
8	4532	45.9%

Value	Count	Frequency (%)
8	4532	45.9%
7	132	1.3%
6	2868	29.1%
5	967	9.8%
4	321	3.3%
3	311	3.2%
2	739	7.5%
-9	2	< 0.1%

NumTotalTrades
Real number (ℝ)

HIGH CORRELATION ZEROS

Distinct	88
Distinct (%)	0.9%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	22.629457

Minimum	-9
Maximum	104
Zeros	133
Zeros (%)	1.3%
Negative	2
Negative (%)	< 0.1%
Memory size	154.2 KiB

Quantile statistics

Minimum	-9
5-th percentile	5
Q1	13
median	21
Q3	30
95-th percentile	46
Maximum	104
Range	113
Interquartile range (IQR)	17

Descriptive statistics

Standard deviation	13.00701
Coefficient of variation (CV)	0.57478224
Kurtosis	1.4906615
Mean	22.629457
Median Absolute Deviation (MAD)	8
Skewness	0.93086299
Sum	223398
Variance	169.18231
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
15	358	3.6%
16	354	3.6%
17	350	3.5%
22	334	3.4%
20	330	3.3%
24	327	3.3%
21	321	3.3%
18	312	3.2%
13	312	3.2%
23	311	3.2%
Other values (78)	6563	66.5%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
-9	2	< 0.1%
0	133	1.3%
1	45	0.5%
2	76	0.8%
3	115	1.2%
4	119	1.2%
5	132	1.3%
6	147	1.5%
7	190	1.9%
8	186	1.9%

Value	Count	Frequency (%)
104	1	< 0.1%
100	1	< 0.1%
87	1	< 0.1%
86	1	< 0.1%
85	1	< 0.1%
84	1	< 0.1%
83	3	< 0.1%
82	2	< 0.1%
79	2	< 0.1%
78	2	< 0.1%

NumTradesOpeninLast12M
Real number (ℝ)

HIGH CORRELATION ZEROS

Distinct	19
Distinct (%)	0.2%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	1.8618314

Minimum	-9
Maximum	19
Zeros	2507
Zeros (%)	25.4%
Negative	2
Negative (%)	< 0.1%
Memory size	154.2 KiB

Quantile statistics

Minimum	-9
5-th percentile	0
Q1	0
median	1
Q3	3
95-th percentile	5
Maximum	19
Range	28
Interquartile range (IQR)	3

Descriptive statistics

Standard deviation	1.8344385
Coefficient of variation (CV)	0.98528707
Kurtosis	4.4221107
Mean	1.8618314
Median Absolute Deviation (MAD)	1
Skewness	1.4884793
Sum	18380
Variance	3.3651644
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=19)

Value	Count	Frequency (%)
1	2528	25.6%
0	2507	25.4%
2	1969	19.9%
3	1302	13.2%
4	744	7.5%
5	365	3.7%
6	229	2.3%
7	108	1.1%
8	56	0.6%
9	25	0.3%
Other values (9)	39	0.4%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
-9	2	< 0.1%
0	2507	25.4%
1	2528	25.6%
2	1969	19.9%
3	1302	13.2%
4	744	7.5%
5	365	3.7%
6	229	2.3%
7	108	1.1%
8	56	0.6%

Value	Count	Frequency (%)
19	1	< 0.1%
17	1	< 0.1%
16	1	< 0.1%
14	2	< 0.1%
13	2	< 0.1%
12	4	< 0.1%
11	8	0.1%
10	18	0.2%
9	25	0.3%
8	56	0.6%

PercentInstallTrades
Real number (ℝ)

Distinct	96
Distinct (%)	1.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	34.605855

Minimum	-9
Maximum	100
Zeros	193
Zeros (%)	2.0%
Negative	2
Negative (%)	< 0.1%
Memory size	154.2 KiB

Quantile statistics

Minimum	-9
5-th percentile	9
Q1	21
median	33
Q3	45
95-th percentile	67
Maximum	100
Range	109
Interquartile range (IQR)	24

Descriptive statistics

Standard deviation	17.958877
Coefficient of variation (CV)	0.51895487
Kurtosis	0.7135414
Mean	34.605855
Median Absolute Deviation (MAD)	12
Skewness	0.67956115
Sum	341629
Variance	322.52126
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
33	449	4.5%
50	417	4.2%
29	334	3.4%
25	321	3.3%
38	274	2.8%
20	273	2.8%
36	247	2.5%
40	242	2.5%
27	226	2.3%
17	225	2.3%
Other values (86)	6864	69.5%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
-9	2	< 0.1%
0	193	2.0%
2	1	< 0.1%
3	12	0.1%
4	29	0.3%
5	31	0.3%
6	36	0.4%
7	57	0.6%
8	77	0.8%
9	83	0.8%

Value	Count	Frequency (%)
100	76	0.8%
94	1	< 0.1%
93	1	< 0.1%
92	2	< 0.1%
91	3	< 0.1%
90	5	0.1%
89	4	< 0.1%
88	5	0.1%
87	3	< 0.1%
86	12	0.1%

MSinceMostRecentInqexcl7days
Real number (ℝ)

Distinct	28
Distinct (%)	0.3%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.18952593

Minimum	-9
Maximum	24
Zeros	4581
Zeros (%)	46.4%
Negative	2333
Negative (%)	23.6%
Memory size	154.2 KiB

Quantile statistics

Minimum	-9
5-th percentile	-7
Q1	0
median	0
Q3	1
95-th percentile	12
Maximum	24
Range	33
Interquartile range (IQR)	1

Descriptive statistics

Standard deviation	5.8542421
Coefficient of variation (CV)	30.888871
Kurtosis	2.4540916
Mean	0.18952593
Median Absolute Deviation (MAD)	1
Skewness	1.143224
Sum	1871
Variance	34.27215
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=28)

Value	Count	Frequency (%)
0	4581	46.4%
-7	1855	18.8%
1	614	6.2%
-8	476	4.8%
2	378	3.8%
3	309	3.1%
4	268	2.7%
5	191	1.9%
6	150	1.5%
7	139	1.4%
Other values (18)	911	9.2%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
-9	2	< 0.1%
-8	476	4.8%
-7	1855	18.8%
0	4581	46.4%
1	614	6.2%
2	378	3.8%
3	309	3.1%
4	268	2.7%
5	191	1.9%
6	150	1.5%

Value	Count	Frequency (%)
24	8	0.1%
23	32	0.3%
22	35	0.4%
21	32	0.3%
20	31	0.3%
19	45	0.5%
18	34	0.3%
17	42	0.4%
16	49	0.5%
15	45	0.5%

NumInqLast6M
Real number (ℝ)

HIGH CORRELATION ZEROS

Distinct	27
Distinct (%)	0.3%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	1.4536062

Minimum	-9
Maximum	66
Zeros	3924
Zeros (%)	39.7%
Negative	2
Negative (%)	< 0.1%
Memory size	154.2 KiB

Quantile statistics

Minimum	-9
5-th percentile	0
Q1	0
median	1
Q3	2
95-th percentile	5
Maximum	66
Range	75
Interquartile range (IQR)	2

Descriptive statistics

Standard deviation	2.1410772
Coefficient of variation (CV)	1.4729417
Kurtosis	115.17976
Mean	1.4536062
Median Absolute Deviation (MAD)	1
Skewness	6.0924807
Sum	14350
Variance	4.5842115
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=27)

Value	Count	Frequency (%)
0	3924	39.7%
1	2545	25.8%
2	1510	15.3%
3	761	7.7%
4	489	5.0%
5	242	2.5%
6	140	1.4%
7	81	0.8%
8	61	0.6%
9	32	0.3%
Other values (17)	87	0.9%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
-9	2	< 0.1%
0	3924	39.7%
1	2545	25.8%
2	1510	15.3%
3	761	7.7%
4	489	5.0%
5	242	2.5%
6	140	1.4%
7	81	0.8%
8	61	0.6%

Value	Count	Frequency (%)
66	1	< 0.1%
46	1	< 0.1%
29	1	< 0.1%
24	2	< 0.1%
21	1	< 0.1%
20	1	< 0.1%
19	3	< 0.1%
18	1	< 0.1%
17	3	< 0.1%
16	4	< 0.1%

NumInqLast6Mexcl7days
Real number (ℝ)

HIGH CORRELATION ZEROS

Distinct	27
Distinct (%)	0.3%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	1.3947528

Minimum	-9
Maximum	66
Zeros	4078
Zeros (%)	41.3%
Negative	2
Negative (%)	< 0.1%
Memory size	154.2 KiB

Quantile statistics

Minimum	-9
5-th percentile	0
Q1	0
median	1
Q3	2
95-th percentile	5
Maximum	66
Range	75
Interquartile range (IQR)	2

Descriptive statistics

Standard deviation	2.1010499
Coefficient of variation (CV)	1.5063959
Kurtosis	124.21695
Mean	1.3947528
Median Absolute Deviation (MAD)	1
Skewness	6.3490323
Sum	13769
Variance	4.4144107
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=27)

Value	Count	Frequency (%)
0	4078	41.3%
1	2529	25.6%
2	1450	14.7%
3	759	7.7%
4	453	4.6%
5	232	2.4%
6	132	1.3%
7	71	0.7%
8	59	0.6%
9	28	0.3%
Other values (17)	81	0.8%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
-9	2	< 0.1%
0	4078	41.3%
1	2529	25.6%
2	1450	14.7%
3	759	7.7%
4	453	4.6%
5	232	2.4%
6	132	1.3%
7	71	0.7%
8	59	0.6%

Value	Count	Frequency (%)
66	1	< 0.1%
46	1	< 0.1%
29	1	< 0.1%
24	2	< 0.1%
21	1	< 0.1%
20	1	< 0.1%
19	2	< 0.1%
18	2	< 0.1%
17	1	< 0.1%
16	4	< 0.1%

NetFractionRevolvingBurden
Real number (ℝ)

HIGH CORRELATION ZEROS

Distinct	128
Distinct (%)	1.3%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	34.042139

Minimum	-9
Maximum	232
Zeros	608
Zeros (%)	6.2%
Negative	188
Negative (%)	1.9%
Memory size	154.2 KiB

Quantile statistics

Minimum	-9
5-th percentile	0
Q1	8
median	28
Q3	56
95-th percentile	89
Maximum	232
Range	241
Interquartile range (IQR)	48

Descriptive statistics

Standard deviation	29.215152
Coefficient of variation (CV)	0.85820553
Kurtosis	-0.47694712
Mean	34.042139
Median Absolute Deviation (MAD)	23
Skewness	0.61635061
Sum	336064
Variance	853.52512
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	608	6.2%
1	303	3.1%
2	274	2.8%
3	259	2.6%
4	225	2.3%
5	208	2.1%
6	198	2.0%
-8	186	1.9%
8	166	1.7%
9	151	1.5%
Other values (118)	7294	73.9%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
-9	2	< 0.1%
-8	186	1.9%
0	608	6.2%
1	303	3.1%
2	274	2.8%
3	259	2.6%
4	225	2.3%
5	208	2.1%
6	198	2.0%
7	150	1.5%

Value	Count	Frequency (%)
232	1	< 0.1%
165	1	< 0.1%
154	1	< 0.1%
135	1	< 0.1%
131	1	< 0.1%
126	1	< 0.1%
124	1	< 0.1%
120	2	< 0.1%
118	2	< 0.1%
117	1	< 0.1%

NetFractionInstallBurden
Real number (ℝ)

Distinct	139
Distinct (%)	1.4%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	42.022387

Minimum	-9
Maximum	471
Zeros	10
Zeros (%)	0.1%
Negative	3420
Negative (%)	34.6%
Memory size	154.2 KiB

Quantile statistics

Minimum	-9
5-th percentile	-8
Q1	-8
median	52
Q3	80
95-th percentile	97
Maximum	471
Range	480
Interquartile range (IQR)	88

Descriptive statistics

Standard deviation	41.615398
Coefficient of variation (CV)	0.99031496
Kurtosis	-0.45851141
Mean	42.022387
Median Absolute Deviation (MAD)	38
Skewness	0.017059344
Sum	414845
Variance	1731.8414
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
-8	3418	34.6%
100	174	1.8%
92	144	1.5%
83	134	1.4%
77	133	1.3%
87	130	1.3%
75	128	1.3%
95	126	1.3%
89	125	1.3%
90	124	1.3%
Other values (129)	5236	53.0%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
-9	2	< 0.1%
-8	3418	34.6%
0	10	0.1%
1	4	< 0.1%
2	15	0.2%
3	21	0.2%
4	11	0.1%
5	17	0.2%
6	24	0.2%
7	5	0.1%

Value	Count	Frequency (%)
471	1	< 0.1%
196	1	< 0.1%
190	1	< 0.1%
165	1	< 0.1%
153	1	< 0.1%
152	1	< 0.1%
151	1	< 0.1%
144	1	< 0.1%
142	1	< 0.1%
140	1	< 0.1%

NumRevolvingTradesWBalance
Real number (ℝ)

HIGH CORRELATION ZEROS

Distinct	31
Distinct (%)	0.3%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	3.9084279

Minimum	-9
Maximum	32
Zeros	304
Zeros (%)	3.1%
Negative	158
Negative (%)	1.6%
Memory size	154.2 KiB

Quantile statistics

Minimum	-9
5-th percentile	1
Q1	2
median	3
Q3	5
95-th percentile	10
Maximum	32
Range	41
Interquartile range (IQR)	3

Descriptive statistics

Standard deviation	3.3610186
Coefficient of variation (CV)	0.85994131
Kurtosis	5.1292232
Mean	3.9084279
Median Absolute Deviation (MAD)	2
Skewness	0.63335263
Sum	38584
Variance	11.296446
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=31)

Value	Count	Frequency (%)
2	1707	17.3%
3	1608	16.3%
4	1361	13.8%
1	1331	13.5%
5	1010	10.2%
6	744	7.5%
7	507	5.1%
8	350	3.5%
0	304	3.1%
9	242	2.5%
Other values (21)	708	7.2%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
-9	2	< 0.1%
-8	156	1.6%
0	304	3.1%
1	1331	13.5%
2	1707	17.3%
3	1608	16.3%
4	1361	13.8%
5	1010	10.2%
6	744	7.5%
7	507	5.1%

Value	Count	Frequency (%)
32	1	< 0.1%
29	1	< 0.1%
27	1	< 0.1%
26	1	< 0.1%
25	1	< 0.1%
24	3	< 0.1%
23	1	< 0.1%
21	5	0.1%
20	4	< 0.1%
19	4	< 0.1%

NumInstallTradesWBalance
Real number (ℝ)

Distinct	20
Distinct (%)	0.2%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	1.5680713

Minimum	-9
Maximum	23
Zeros	0
Zeros (%)	0.0%
Negative	863
Negative (%)	8.7%
Memory size	154.2 KiB

Quantile statistics

Minimum	-9
5-th percentile	-8
Q1	1
median	2
Q3	3
95-th percentile	5
Maximum	23
Range	32
Interquartile range (IQR)	2

Descriptive statistics

Standard deviation	3.3486231
Coefficient of variation (CV)	2.1355044
Kurtosis	4.0120027
Mean	1.5680713
Median Absolute Deviation (MAD)	1
Skewness	-1.582995
Sum	15480
Variance	11.213277
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=20)

Value	Count	Frequency (%)
2	2863	29.0%
1	2648	26.8%
3	1808	18.3%
4	922	9.3%
-8	861	8.7%
5	352	3.6%
6	186	1.9%
7	86	0.9%
8	49	0.5%
9	36	0.4%
Other values (10)	61	0.6%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
-9	2	< 0.1%
-8	861	8.7%
1	2648	26.8%
2	2863	29.0%
3	1808	18.3%
4	922	9.3%
5	352	3.6%
6	186	1.9%
7	86	0.9%
8	49	0.5%

Value	Count	Frequency (%)
23	1	< 0.1%
19	2	< 0.1%
16	1	< 0.1%
15	1	< 0.1%
14	6	0.1%
13	5	0.1%
12	10	0.1%
11	15	0.2%
10	18	0.2%
9	36	0.4%

NumBank2NatlTradesWHighUtilization
Real number (ℝ)

HIGH CORRELATION ZEROS

Distinct	19
Distinct (%)	0.2%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.55338331

Minimum	-9
Maximum	18
Zeros	4307
Zeros (%)	43.6%
Negative	585
Negative (%)	5.9%
Memory size	154.2 KiB

Quantile statistics

Minimum	-9
5-th percentile	-8
Q1	0
median	1
Q3	1
95-th percentile	4
Maximum	18
Range	27
Interquartile range (IQR)	1

Descriptive statistics

Standard deviation	2.6140264
Coefficient of variation (CV)	4.7237175
Kurtosis	5.8625068
Mean	0.55338331
Median Absolute Deviation (MAD)	1
Skewness	-1.3806378
Sum	5463
Variance	6.8331341
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=19)

Value	Count	Frequency (%)
0	4307	43.6%
1	2514	25.5%
2	1222	12.4%
3	620	6.3%
-8	583	5.9%
4	280	2.8%
5	154	1.6%
6	81	0.8%
7	38	0.4%
8	30	0.3%
Other values (9)	43	0.4%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
-9	2	< 0.1%
-8	583	5.9%
0	4307	43.6%
1	2514	25.5%
2	1222	12.4%
3	620	6.3%
4	280	2.8%
5	154	1.6%
6	81	0.8%
7	38	0.4%

Value	Count	Frequency (%)
18	1	< 0.1%
16	1	< 0.1%
15	1	< 0.1%
13	3	< 0.1%
12	4	< 0.1%
11	10	0.1%
10	10	0.1%
9	11	0.1%
8	30	0.3%
7	38	0.4%

PercentTradesWBalance
Real number (ℝ)

Distinct	95
Distinct (%)	1.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	66.294571

Minimum	-9
Maximum	100
Zeros	45
Zeros (%)	0.5%
Negative	20
Negative (%)	0.2%
Memory size	154.2 KiB

Quantile statistics

Minimum	-9
5-th percentile	29
Q1	50
median	67
Q3	83
95-th percentile	100
Maximum	100
Range	109
Interquartile range (IQR)	33

Descriptive statistics

Standard deviation	22.265433
Coefficient of variation (CV)	0.33585606
Kurtosis	-0.38744383
Mean	66.294571
Median Absolute Deviation (MAD)	17
Skewness	-0.31604566
Sum	654460
Variance	495.74951
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
100	1276	12.9%
50	733	7.4%
67	611	6.2%
75	535	5.4%
80	374	3.8%
60	342	3.5%
83	316	3.2%
71	281	2.8%
33	273	2.8%
57	245	2.5%
Other values (85)	4886	49.5%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
-9	2	< 0.1%
-8	18	0.2%
0	45	0.5%
4	1	< 0.1%
6	1	< 0.1%
7	1	< 0.1%
8	3	< 0.1%
9	2	< 0.1%
10	6	0.1%
11	8	0.1%

Value	Count	Frequency (%)
100	1276	12.9%
96	3	< 0.1%
95	13	0.1%
94	28	0.3%
93	37	0.4%
92	82	0.8%
91	82	0.8%
90	93	0.9%
89	138	1.4%
88	176	1.8%

Auto

Heatmap
Table

	ExternalRiskEstimate	MSinceOldestTradeOpen	MSinceMostRecentTradeOpen	AverageMInFile	NumSatisfactoryTrades	NumTrades60Ever2DerogPubRec	NumTrades90Ever2DerogPubRec	PercentTradesNeverDelq	MSinceMostRecentDelq	MaxDelq2PublicRecLast12M	MaxDelqEver	NumTotalTrades	NumTradesOpeninLast12M	PercentInstallTrades	MSinceMostRecentInqexcl7days	NumInqLast6M	NumInqLast6Mexcl7days	NetFractionRevolvingBurden	NetFractionInstallBurden	NumRevolvingTradesWBalance	NumInstallTradesWBalance	NumBank2NatlTradesWHighUtilization	PercentTradesWBalance	target
ExternalRiskEstimate	1.000	0.240	0.131	0.329	0.022	-0.482	-0.416	0.584	-0.351	0.617	0.530	-0.023	-0.182	-0.159	0.053	-0.227	-0.228	-0.597	-0.188	-0.329	-0.221	-0.457	-0.446	0.453
MSinceOldestTradeOpen	0.240	1.000	0.086	0.691	0.279	-0.030	-0.048	0.001	0.034	-0.019	-0.020	0.337	-0.108	-0.158	0.068	-0.101	-0.099	-0.121	-0.105	0.140	-0.037	0.022	-0.210	0.208
MSinceMostRecentTradeOpen	0.131	0.086	1.000	0.292	-0.231	0.024	0.014	-0.053	-0.025	-0.008	-0.003	-0.227	-0.754	-0.005	-0.053	-0.333	-0.340	-0.075	-0.280	-0.226	-0.245	-0.134	0.011	0.035
AverageMInFile	0.329	0.691	0.292	1.000	0.172	0.014	-0.011	-0.043	0.040	-0.028	-0.046	0.141	-0.368	-0.171	0.009	-0.198	-0.195	-0.181	-0.231	0.018	-0.183	-0.064	-0.208	0.252
NumSatisfactoryTrades	0.022	0.279	-0.231	0.172	1.000	-0.138	-0.136	0.128	0.030	-0.034	0.012	0.859	0.305	-0.114	0.113	0.113	0.117	0.015	0.173	0.501	0.383	0.283	-0.244	0.158
NumTrades60Ever2DerogPubRec	-0.482	-0.030	0.024	0.014	-0.138	1.000	0.832	-0.571	0.430	-0.537	-0.683	-0.051	-0.038	0.124	-0.044	0.049	0.049	0.104	0.018	-0.038	0.027	-0.018	0.139	0.100
NumTrades90Ever2DerogPubRec	-0.416	-0.048	0.014	-0.011	-0.136	0.832	1.000	-0.405	0.308	-0.423	-0.517	-0.064	-0.028	0.109	-0.048	0.055	0.056	0.075	0.012	-0.056	0.008	-0.038	0.122	0.066
PercentTradesNeverDelq	0.584	0.001	-0.053	-0.043	0.128	-0.571	-0.405	1.000	-0.748	0.830	0.902	0.052	0.075	-0.130	0.044	-0.022	-0.022	-0.177	-0.027	-0.013	-0.047	-0.055	-0.172	0.254
MSinceMostRecentDelq	-0.351	0.034	-0.025	0.040	0.030	0.430	0.308	-0.748	1.000	-0.624	-0.801	0.062	0.019	0.083	0.002	0.044	0.045	0.117	0.045	0.058	0.077	0.061	0.082	0.252
MaxDelq2PublicRecLast12M	0.617	-0.019	-0.008	-0.028	-0.034	-0.537	-0.423	0.830	-0.624	1.000	0.823	-0.076	0.006	-0.114	0.022	-0.047	-0.051	-0.178	-0.069	-0.115	-0.122	-0.104	-0.141	0.238
MaxDelqEver	0.530	-0.020	-0.003	-0.046	0.012	-0.683	-0.517	0.902	-0.801	0.823	1.000	-0.051	0.014	-0.117	0.029	-0.041	-0.042	-0.147	-0.048	-0.053	-0.089	-0.058	-0.123	0.234
NumTotalTrades	-0.023	0.337	-0.227	0.141	0.859	-0.051	-0.064	0.052	0.062	-0.076	-0.051	1.000	0.281	-0.063	0.094	0.117	0.123	0.027	0.160	0.431	0.345	0.247	-0.193	0.108
NumTradesOpeninLast12M	-0.182	-0.108	-0.754	-0.368	0.305	-0.038	-0.028	0.075	0.019	0.006	0.014	0.281	1.000	0.007	0.063	0.303	0.305	0.103	0.323	0.285	0.305	0.166	-0.002	0.072
PercentInstallTrades	-0.159	-0.158	-0.005	-0.171	-0.114	0.124	0.109	-0.130	0.083	-0.114	-0.117	-0.063	0.007	1.000	-0.010	0.039	0.038	0.083	0.303	-0.275	0.434	-0.122	0.401	0.152
MSinceMostRecentInqexcl7days	0.053	0.068	-0.053	0.009	0.113	-0.044	-0.048	0.044	0.002	0.022	0.029	0.094	0.063	-0.010	1.000	-0.033	-0.030	-0.047	0.029	0.022	0.043	-0.006	-0.070	0.206
NumInqLast6M	-0.227	-0.101	-0.333	-0.198	0.113	0.049	0.055	-0.022	0.044	-0.047	-0.041	0.117	0.303	0.039	-0.033	1.000	0.982	0.098	0.123	0.107	0.126	0.116	0.046	0.080
NumInqLast6Mexcl7days	-0.228	-0.099	-0.340	-0.195	0.117	0.049	0.056	-0.022	0.045	-0.051	-0.042	0.123	0.305	0.038	-0.030	0.982	1.000	0.099	0.121	0.112	0.127	0.119	0.046	0.076
NetFractionRevolvingBurden	-0.597	-0.121	-0.075	-0.181	0.015	0.104	0.075	-0.177	0.117	-0.178	-0.147	0.027	0.103	0.083	-0.047	0.098	0.099	1.000	0.151	0.443	0.173	0.677	0.548	0.334
NetFractionInstallBurden	-0.188	-0.105	-0.280	-0.231	0.173	0.018	0.012	-0.027	0.045	-0.069	-0.048	0.160	0.323	0.303	0.029	0.123	0.121	0.151	1.000	0.122	0.585	0.111	0.210	0.089
NumRevolvingTradesWBalance	-0.329	0.140	-0.226	0.018	0.501	-0.038	-0.056	-0.013	0.058	-0.115	-0.053	0.431	0.285	-0.275	0.022	0.107	0.112	0.443	0.122	1.000	0.195	0.598	0.243	0.152
NumInstallTradesWBalance	-0.221	-0.037	-0.245	-0.183	0.383	0.027	0.008	-0.047	0.077	-0.122	-0.089	0.345	0.305	0.434	0.043	0.126	0.127	0.173	0.585	0.195	1.000	0.171	0.259	0.063
NumBank2NatlTradesWHighUtilization	-0.457	0.022	-0.134	-0.064	0.283	-0.018	-0.038	-0.055	0.061	-0.104	-0.058	0.247	0.166	-0.122	-0.006	0.116	0.119	0.677	0.111	0.598	0.171	1.000	0.254	0.238
PercentTradesWBalance	-0.446	-0.210	0.011	-0.208	-0.244	0.139	0.122	-0.172	0.082	-0.141	-0.123	-0.193	-0.002	0.401	-0.070	0.046	0.046	0.548	0.210	0.243	0.259	0.254	1.000	0.282
target	0.453	0.208	0.035	0.252	0.158	0.100	0.066	0.254	0.252	0.238	0.234	0.108	0.072	0.152	0.206	0.080	0.076	0.334	0.089	0.152	0.063	0.238	0.282	1.000

Count
Matrix

A simple visualization of nullity by column.

Nullity matrix is a data-dense display which lets you quickly visually pick out patterns in data completion.

First rows
Last rows

	target	ExternalRiskEstimate	MSinceOldestTradeOpen	MSinceMostRecentTradeOpen	AverageMInFile	NumSatisfactoryTrades	NumTrades60Ever2DerogPubRec	NumTrades90Ever2DerogPubRec	PercentTradesNeverDelq	MSinceMostRecentDelq	MaxDelq2PublicRecLast12M	MaxDelqEver	NumTotalTrades	NumTradesOpeninLast12M	PercentInstallTrades	NumInqLast6M	NumInqLast6Mexcl7days	NetFractionRevolvingBurden	NetFractionInstallBurden	NumRevolvingTradesWBalance	NumInstallTradesWBalance	NumBank2NatlTradesWHighUtilization	PercentTradesWBalance
0	Bad	55	144	4	84	20	3	0	83	2	3	5	23	1	43	0	0	33	-8	8	1	1	69
1	Bad	61	58	15	41	2	4	4	100	-7	0	8	7	0	67	0	0	0	-8	0	-8	-8	0
2	Bad	67	66	5	24	9	0	0	100	-7	7	8	9	4	44	4	4	53	66	4	2	1	86
3	Bad	66	169	1	73	28	1	1	93	76	6	6	30	3	57	5	4	72	83	6	4	3	91
4	Bad	81	333	27	132	12	0	0	100	-7	7	8	12	0	25	1	1	51	89	3	1	0	80
5	Bad	59	137	11	78	31	0	0	91	1	4	6	32	1	47	0	0	62	93	12	4	3	94
6	Good	54	88	7	37	25	0	0	92	9	4	6	26	3	58	4	4	89	76	7	7	2	100
7	Good	68	148	7	65	17	0	0	83	31	6	6	18	1	44	0	0	28	48	2	2	2	40
8	Bad	59	324	2	138	24	0	0	85	5	4	6	27	1	26	1	1	68	-8	7	1	3	90
9	Bad	61	79	4	36	19	0	0	95	5	4	6	19	3	26	6	6	31	86	5	3	1	62

	target	ExternalRiskEstimate	MSinceOldestTradeOpen	MSinceMostRecentTradeOpen	AverageMInFile	NumSatisfactoryTrades	NumTrades60Ever2DerogPubRec	NumTrades90Ever2DerogPubRec	PercentTradesNeverDelq	MSinceMostRecentDelq	MaxDelq2PublicRecLast12M	MaxDelqEver	NumTotalTrades	NumTradesOpeninLast12M	PercentInstallTrades	MSinceMostRecentInqexcl7days	NumInqLast6M	NumInqLast6Mexcl7days	NetFractionRevolvingBurden	NetFractionInstallBurden	NumRevolvingTradesWBalance	NumInstallTradesWBalance	NumBank2NatlTradesWHighUtilization	PercentTradesWBalance
10449	Good	57	176	4	87	18	0	0	89	2	4	6	18	1	56	4	1	1	93	72	5	3	1	100
10450	Good	84	313	6	103	25	0	0	100	-7	7	8	25	2	24	11	0	0	10	92	4	3	0	70
10451	Good	79	133	2	68	27	0	0	100	-7	7	8	30	3	36	0	4	4	1	93	4	2	0	60
10452	Good	90	197	5	92	13	0	0	100	-7	7	8	13	1	46	4	2	2	5	50	3	3	0	100
10453	Bad	75	410	2	121	37	1	1	83	10	4	3	43	1	7	1	1	1	34	-8	7	1	1	53
10454	Good	73	131	5	57	21	0	0	95	80	6	6	21	5	19	7	0	0	26	-8	5	2	0	100
10455	Bad	65	147	39	68	11	0	0	92	28	6	6	12	0	42	1	1	1	86	53	2	2	1	80
10456	Bad	74	129	6	64	18	1	1	100	-7	6	8	18	1	33	3	4	4	6	-8	5	-8	0	56
10457	Bad	72	234	12	113	42	2	2	96	35	6	2	45	0	20	6	0	0	19	-8	4	1	0	38
10458	Bad	66	28	1	17	4	0	0	100	-7	7	8	5	2	60	3	3	2	67	-8	2	1	0	100

Overview

Variables

Common Values

Length

Common Values (Plot)

Most occurring characters

Most occurring categories

Most frequent character per category

Lowercase Letter

Uppercase Letter

Most occurring scripts

Most frequent character per script

Latin

Most occurring blocks

Most frequent character per block

ASCII

Interactions

Correlations

Missing values

Sample